A Modified Natural Gradient Algorithm for Blind Source Separation Using Generalized Constant Modulus

被引:0
|
作者
Gu, Fanglin [1 ]
Zhang, Hang [1 ]
Zhang, Jiang [1 ]
Zhu, Desheng [1 ]
Luo, Pan [2 ]
机构
[1] PLA Univ Sci & Technol, Coll Commun Engn, Nanjing 210007, Jiangsu, Peoples R China
[2] Naval Command Coll, Nanjing 210000, Peoples R China
关键词
Blind source separation; natural gradient; generalized constant modulus; INDEPENDENT COMPONENT ANALYSIS; SIGNAL SEPARATION; STEP-SIZE; EQUALIZATION; FAMILY;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a modified natural gradient algorithm (M-NGA) for blind separation of communication signals. In the proposed algorithm, a new cost function is introduced by exploiting both the generalized constant modulus property and the statistical independent property of source signals. Then, the M-NGA is derived by maximizing the new cost function. Simulation results show that the M-NGA has faster convergence than the conventional NGA.
引用
收藏
页码:663 / 666
页数:4
相关论文
共 50 条
  • [31] On regularity and identifiability of blind source separation under constant-modulus constraints
    Yao, YW
    Giannakis, GB
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (04) : 1272 - 1281
  • [32] Family of blind source separation methods based on generalised constant modulus criterion
    Gu, N.
    Nahavandi, S.
    Yu, W.
    Creighton, D.
    ELECTRONICS LETTERS, 2011, 47 (10) : 595 - 597
  • [33] Wavelet domain natural gradient algorithm for blind source separation of non-stationary sources
    Jafari, MG
    Chambers, JA
    ELECTRONICS LETTERS, 2002, 38 (14) : 759 - 761
  • [34] On regularity and identifiability of blind source separation under constant-modulus constraints
    Yao, YW
    Giannakis, GB
    2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL IV, PROCEEDINGS: AUDIO AND ELECTROACOUSTICS SIGNAL PROCESSING FOR COMMUNICATIONS, 2004, : 449 - 452
  • [35] Variable step-size sign natural gradient algorithm for sequential blind source separation
    Yuan, LX
    Wang, WW
    Chambers, JA
    IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (08) : 589 - 592
  • [36] Blind source separation based on combined direction finding and constant modulus properties
    van der Veen, AJ
    NINTH IEEE SIGNAL PROCESSING WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, PROCEEDINGS, 1998, : 380 - 383
  • [37] Blind source separation based on constant modulus criterion and signal mutual information
    Xiang, Yong
    COMPUTERS & ELECTRICAL ENGINEERING, 2008, 34 (05) : 416 - 422
  • [38] Combined blind/nonblind source separation based on the natural gradient
    Joho, M
    Mathis, H
    Moschytz, GS
    IEEE SIGNAL PROCESSING LETTERS, 2001, 8 (08) : 236 - 238
  • [39] Blind source separation in post-nonlinear mixtures using natural gradient descent and particle swarm optimization algorithm
    Song, Kai
    Ding, Mingli
    Wang, Qi
    Liu, Wenhui
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 721 - +
  • [40] Semi-Blind Equalization Using the Constant Modulus Algorithm
    Homana, Ioana
    Topa, Marina Dana
    Kirei, Botond Sandor
    PROCEEDINGS OF 2010 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS (AQTR 2010), VOLS. 1-3, 2010,